{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:35:41.055275Z",
     "start_time": "2019-10-31T12:35:40.294563Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "from torchvision import datasets, transforms\n",
    "from torch.autograd import Variable\n",
    "import torch.utils.data.dataloader as Data\n",
    "import torch.nn as nn\n",
    "from torchvision import models\n",
    "import numpy as np\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:35:41.062449Z",
     "start_time": "2019-10-31T12:35:41.056649Z"
    }
   },
   "outputs": [],
   "source": [
    "#对比展现原始图片和对抗样本图片\n",
    "def show_images_diff(original_img, original_label, adversarial_img, adversarial_label):\n",
    "    import matplotlib.pyplot as plt\n",
    "    plt.figure()\n",
    "\n",
    "    #归一化\n",
    "    if original_img.any() > 1.0:\n",
    "        original_img=original_img/255.0\n",
    "    if adversarial_img.any() > 1.0:\n",
    "        adversarial_img=adversarial_img/255.0\n",
    "\n",
    "    plt.subplot(131)\n",
    "    plt.title('Original')\n",
    "    plt.imshow(original_img)\n",
    "    plt.axis('off')\n",
    "\n",
    "    plt.subplot(132)\n",
    "    plt.title('Adversarial')\n",
    "    plt.imshow(adversarial_img)\n",
    "    plt.axis('off')\n",
    "\n",
    "    plt.subplot(133)\n",
    "    plt.title('Adversarial-Original')\n",
    "    difference = adversarial_img - original_img\n",
    "    #(-1,1)  -> (0,1)\n",
    "    difference=difference / abs(difference).max()/2.0+0.5\n",
    "    plt.imshow(difference,cmap=plt.cm.gray)\n",
    "    plt.axis('off')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:35:41.149233Z",
     "start_time": "2019-10-31T12:35:41.141641Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取计算设备 默认是CPU\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:35:54.455611Z",
     "start_time": "2019-10-31T12:35:54.406765Z"
    }
   },
   "outputs": [],
   "source": [
    "#图像加载以及预处理\n",
    "image_path=\"/home/schenk/lab/adversarial_examples-master/picture/cropped_panda.jpg\"\n",
    "orig = cv2.imread(image_path)[..., ::-1]\n",
    "orig = cv2.resize(orig, (224, 224))\n",
    "# 把array里的整数变成浮点类型\n",
    "img = orig.copy().astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:35:57.576765Z",
     "start_time": "2019-10-31T12:35:57.529371Z"
    }
   },
   "outputs": [],
   "source": [
    "# 标准化\n",
    "mean = [0.485, 0.456, 0.406]\n",
    "std = [0.229, 0.224, 0.225]\n",
    "img /= 255.0\n",
    "img = (img - mean) / std\n",
    "# 改变图片格式：从WHC改为CWH(224,224,3)->(3,224,224)\n",
    "img = img.transpose(2, 0, 1)\n",
    "# 扩充维度(3,224,224)->(1,3,224,224)\n",
    "img=np.expand_dims(img, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:36:01.351585Z",
     "start_time": "2019-10-31T12:36:01.324320Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3, 224, 224])\n"
     ]
    }
   ],
   "source": [
    "img = Variable(torch.from_numpy(img).to(device).float())\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:36:03.369795Z",
     "start_time": "2019-10-31T12:36:02.459484Z"
    }
   },
   "outputs": [],
   "source": [
    "#使用预测模式 主要影响droupout和BN层的行为\n",
    "model = models.alexnet(pretrained=True).to(device).eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:36:07.214295Z",
     "start_time": "2019-10-31T12:36:07.133294Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label=388\n"
     ]
    }
   ],
   "source": [
    "label=np.argmax(model(img).data.cpu().numpy())\n",
    "print(\"label={}\".format(label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:38:35.090543Z",
     "start_time": "2019-10-31T12:38:35.087063Z"
    }
   },
   "outputs": [],
   "source": [
    "#图像数据梯度可以获取\n",
    "img.requires_grad = True\n",
    "#设置为不保存梯度值 自然也无法修改\n",
    "for param in model.parameters():\n",
    "    param.requires_grad = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:39:05.377736Z",
     "start_time": "2019-10-31T12:39:05.373062Z"
    }
   },
   "outputs": [],
   "source": [
    "optimizer = torch.optim.Adam([img])\n",
    "loss_func = torch.nn.CrossEntropyLoss()\n",
    "epochs=100\n",
    "# 识别成的目标标签\n",
    "target=288\n",
    "# 将target修改为torch.Tensor\n",
    "target=Variable(torch.Tensor([float(target)]).to(device).long())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:40:20.811626Z",
     "start_time": "2019-10-31T12:40:19.166589Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch=0 loss=12.659992218017578 label=388\n",
      "epoch=1 loss=11.617764472961426 label=388\n",
      "epoch=2 loss=10.71142864227295 label=388\n",
      "epoch=3 loss=9.929060935974121 label=388\n",
      "epoch=4 loss=9.274701118469238 label=388\n",
      "epoch=5 loss=8.72447681427002 label=388\n",
      "epoch=6 loss=8.258916854858398 label=388\n",
      "epoch=7 loss=7.8576812744140625 label=388\n",
      "epoch=8 loss=7.491979598999023 label=388\n",
      "epoch=9 loss=7.166229248046875 label=388\n",
      "epoch=10 loss=6.862150192260742 label=388\n",
      "epoch=11 loss=6.567144393920898 label=388\n",
      "epoch=12 loss=6.27336311340332 label=388\n",
      "epoch=13 loss=5.980751037597656 label=388\n",
      "epoch=14 loss=5.697521209716797 label=388\n",
      "epoch=15 loss=5.39661979675293 label=388\n",
      "epoch=16 loss=5.089089393615723 label=388\n",
      "epoch=17 loss=4.78670597076416 label=388\n",
      "epoch=18 loss=4.472127914428711 label=388\n",
      "epoch=19 loss=4.165377616882324 label=388\n",
      "epoch=20 loss=3.859060049057007 label=388\n",
      "epoch=21 loss=3.561448812484741 label=388\n",
      "epoch=22 loss=3.2665014266967773 label=388\n",
      "epoch=23 loss=2.975224733352661 label=293\n",
      "epoch=24 loss=2.7225377559661865 label=290\n",
      "epoch=25 loss=2.4740593433380127 label=290\n",
      "epoch=26 loss=2.2464258670806885 label=288\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(epochs):\n",
    "    # 梯度清零\n",
    "    optimizer.zero_grad()\n",
    "\n",
    "    # forward + backward\n",
    "    output = model(img)\n",
    "\n",
    "    loss = loss_func(output, target)\n",
    "    label = np.argmax(output.data.cpu().numpy())\n",
    "    \n",
    "    print(\"epoch={} loss={} label={}\".format(epoch,loss,label))\n",
    "    \n",
    "    #如果定向攻击成功\n",
    "    if label == target:\n",
    "        break  \n",
    "    loss.backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-31T12:41:26.862612Z",
     "start_time": "2019-10-31T12:41:26.685460Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 224, 224)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "adv=img.data.cpu().numpy()[0]\n",
    "print(adv.shape)\n",
    "adv = adv.transpose(1, 2, 0)\n",
    "adv = (adv * std) + mean\n",
    "adv = adv * 255.0\n",
    "#adv = adv[..., ::-1]  # RGB to BGR\n",
    "adv = np.clip(adv, 0, 255).astype(np.uint8)\n",
    "\n",
    "show_images_diff(orig,388,adv,target.data.cpu().numpy()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
